Split (2)

train · 2.67k rows

data_source stringclasses 1 value	prompt listlengths 1 1	ability stringclasses 1 value	reward_model.ground_truth.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	reward_model.ground_truth.action stringclasses 4 values	reward_model.ground_truth.action_argument stringlengths 0 117	reward_model.style stringclasses 1 value	answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.split stringclasses 1 value	extra_info.index int64 0 2.67k	extra_info.answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.answer.action stringclasses 4 values	extra_info.answer.action_argument stringlengths 0 117	extra_info.question stringlengths 4.02k 83.9k	reward_model dict	extra_info dict
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:16.825Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:16.825Z	click	product_option	rule	2025-05-02T03:39:16.825Z	train	700	2025-05-02T03:39:16.825Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:16.825Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 700, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:16.825Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:18.983Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:18.983Z	click	product_option	rule	2025-05-02T03:39:18.983Z	train	701	2025-05-02T03:39:18.983Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:18.983Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 701, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:18.983Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:21.520Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:21.520Z	click	product_option	rule	2025-05-02T03:39:21.520Z	train	702	2025-05-02T03:39:21.520Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:21.520Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 702, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:21.520Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:22.471Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:22.471Z	click	product_option	rule	2025-05-02T03:39:22.471Z	train	703	2025-05-02T03:39:22.471Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:22.471Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 703, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:22.471Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:23.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:23.492Z	click	product_option	rule	2025-05-02T03:39:23.492Z	train	704	2025-05-02T03:39:23.492Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:23.492Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 704, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:23.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:25.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:25.738Z	click	product_option	rule	2025-05-02T03:39:25.738Z	train	705	2025-05-02T03:39:25.738Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:25.738Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 705, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:25.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:26.772Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:26.772Z	click	product_option	rule	2025-05-02T03:39:26.772Z	train	706	2025-05-02T03:39:26.772Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:26.772Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 706, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:26.772Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:27.752Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:27.752Z	click	product_option	rule	2025-05-02T03:39:27.752Z	train	707	2025-05-02T03:39:27.752Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:27.752Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 707, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:27.752Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:28.722Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:28.722Z	click	product_option	rule	2025-05-02T03:39:28.722Z	train	708	2025-05-02T03:39:28.722Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:28.722Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 708, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:28.722Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:29.853Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:29.853Z	click	product_option	rule	2025-05-02T03:39:29.853Z	train	709	2025-05-02T03:39:29.853Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:29.853Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 709, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:29.853Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:30.820Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:30.820Z	click	product_option	rule	2025-05-02T03:39:30.820Z	train	710	2025-05-02T03:39:30.820Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:30.820Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 710, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:30.820Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:32.871Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:32.871Z	click	product_option	rule	2025-05-02T03:39:32.871Z	train	711	2025-05-02T03:39:32.871Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:32.871Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 711, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:32.871Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:39.524Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:39.524Z	click	product_option	rule	2025-05-02T03:39:39.524Z	train	712	2025-05-02T03:39:39.524Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:39.524Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 712, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:39.524Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:41.674Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:41.674Z	click	product_option	rule	2025-05-02T03:39:41.674Z	train	713	2025-05-02T03:39:41.674Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:41.674Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 713, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:41.674Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:42.974Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:42.974Z	click	product_option	rule	2025-05-02T03:39:42.974Z	train	714	2025-05-02T03:39:42.974Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:42.974Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 714, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:42.974Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:44.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:44.051Z	click	product_option	rule	2025-05-02T03:39:44.051Z	train	715	2025-05-02T03:39:44.051Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:44.051Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 715, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:44.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:45.038Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:45.038Z	click	product_option	rule	2025-05-02T03:39:45.038Z	train	716	2025-05-02T03:39:45.038Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:45.038Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 716, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:45.038Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:46.022Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:46.022Z	click	product_option	rule	2025-05-02T03:39:46.022Z	train	717	2025-05-02T03:39:46.022Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:46.022Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 717, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:46.022Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:47.970Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:47.970Z	click	product_option	rule	2025-05-02T03:39:47.970Z	train	718	2025-05-02T03:39:47.970Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:47.970Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 718, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:47.970Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:49.016Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:49.016Z	click	product_option	rule	2025-05-02T03:39:49.016Z	train	719	2025-05-02T03:39:49.016Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:49.016Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 719, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:49.016Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:50.040Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:50.040Z	click	product_option	rule	2025-05-02T03:39:50.040Z	train	720	2025-05-02T03:39:50.040Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:50.040Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 720, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:50.040Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:51.103Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:51.103Z	click	product_option	rule	2025-05-02T03:39:51.103Z	train	721	2025-05-02T03:39:51.103Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:51.103Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 721, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:51.103Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:52.838Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:52.838Z	click	product_option	rule	2025-05-02T03:39:52.838Z	train	722	2025-05-02T03:39:52.838Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:52.838Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 722, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:52.838Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:55.889Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:55.889Z	click	product_option	rule	2025-05-02T03:39:55.889Z	train	723	2025-05-02T03:39:55.889Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:55.889Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 723, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:55.889Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:58.854Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:39:58.854Z	click	product_option	rule	2025-05-02T03:39:58.854Z	train	724	2025-05-02T03:39:58.854Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:39:58.854Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 724, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:58.854Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:11.279Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:11.279Z	click	product_option	rule	2025-05-02T03:40:11.279Z	train	725	2025-05-02T03:40:11.279Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:11.279Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 725, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:11.279Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:12.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:12.771Z	click	product_option	rule	2025-05-02T03:40:12.771Z	train	726	2025-05-02T03:40:12.771Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:12.771Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 726, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:12.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:14.064Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:14.064Z	click	product_option	rule	2025-05-02T03:40:14.064Z	train	727	2025-05-02T03:40:14.064Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:14.064Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 727, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:14.064Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:16.553Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:16.553Z	click	product_option	rule	2025-05-02T03:40:16.553Z	train	728	2025-05-02T03:40:16.553Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:16.553Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 728, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:16.553Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:17.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:17.687Z	click	product_option	rule	2025-05-02T03:40:17.687Z	train	729	2025-05-02T03:40:17.687Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:17.687Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 729, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:17.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:18.773Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:18.773Z	click	product_option	rule	2025-05-02T03:40:18.773Z	train	730	2025-05-02T03:40:18.773Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:18.773Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 730, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:18.773Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:19.785Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:19.785Z	click	product_option	rule	2025-05-02T03:40:19.785Z	train	731	2025-05-02T03:40:19.785Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:19.785Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 731, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:19.785Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:22.989Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:22.989Z	click	product_option	rule	2025-05-02T03:40:22.989Z	train	732	2025-05-02T03:40:22.989Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:22.989Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 732, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:22.989Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:35.074Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:35.074Z	click	product_option	rule	2025-05-02T03:40:35.074Z	train	733	2025-05-02T03:40:35.074Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:35.074Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 733, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:35.074Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:37.271Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:37.271Z	click	product_option	rule	2025-05-02T03:40:37.271Z	train	734	2025-05-02T03:40:37.271Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:37.271Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 734, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:37.271Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:39.722Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:39.722Z	click	product_option	rule	2025-05-02T03:40:39.722Z	train	735	2025-05-02T03:40:39.722Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:39.722Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 735, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:39.722Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:40.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:40.771Z	click	product_option	rule	2025-05-02T03:40:40.771Z	train	736	2025-05-02T03:40:40.771Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:40.771Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 736, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:40.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:43.105Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:43.105Z	click	product_option	rule	2025-05-02T03:40:43.105Z	train	737	2025-05-02T03:40:43.105Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:43.105Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 737, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:43.105Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:44.422Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:44.422Z	click	product_option	rule	2025-05-02T03:40:44.422Z	train	738	2025-05-02T03:40:44.422Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:44.422Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 738, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:44.422Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:45.469Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:45.469Z	click	product_option	rule	2025-05-02T03:40:45.469Z	train	739	2025-05-02T03:40:45.469Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:45.469Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 739, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:45.469Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:47.905Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:47.905Z	click	product_option	rule	2025-05-02T03:40:47.905Z	train	740	2025-05-02T03:40:47.905Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:47.905Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 740, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:47.905Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:48.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:48.855Z	click	product_option	rule	2025-05-02T03:40:48.855Z	train	741	2025-05-02T03:40:48.855Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:48.855Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 741, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:48.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:50.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:50.886Z	click	product_option	rule	2025-05-02T03:40:50.886Z	train	742	2025-05-02T03:40:50.886Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:50.886Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 742, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:50.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:52.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:52.771Z	click	product_option	rule	2025-05-02T03:40:52.771Z	train	743	2025-05-02T03:40:52.771Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:52.771Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 743, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:52.771Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:53.988Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:53.988Z	click	product_option	rule	2025-05-02T03:40:53.988Z	train	744	2025-05-02T03:40:53.988Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:53.988Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 744, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:53.988Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:55.578Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:55.578Z	click	product_option	rule	2025-05-02T03:40:55.578Z	train	745	2025-05-02T03:40:55.578Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:55.578Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 745, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:55.578Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:56.705Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:56.705Z	click	product_option	rule	2025-05-02T03:40:56.705Z	train	746	2025-05-02T03:40:56.705Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:56.705Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 746, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:56.705Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:57.627Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:57.627Z	click	product_option	rule	2025-05-02T03:40:57.627Z	train	747	2025-05-02T03:40:57.627Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:57.627Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 747, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:57.627Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:58.721Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:40:58.721Z	click	product_option	rule	2025-05-02T03:40:58.721Z	train	748	2025-05-02T03:40:58.721Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:40:58.721Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 748, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:40:58.721Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:00.578Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:00.578Z	click	product_option	rule	2025-05-02T03:41:00.578Z	train	749	2025-05-02T03:41:00.578Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:00.578Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 749, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:00.578Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:01.975Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:01.975Z	click	product_option	rule	2025-05-02T03:41:01.975Z	train	750	2025-05-02T03:41:01.975Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:01.975Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 750, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:01.975Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:03.070Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:03.070Z	click	product_option	rule	2025-05-02T03:41:03.070Z	train	751	2025-05-02T03:41:03.070Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:03.070Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 751, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:03.070Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:04.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:04.051Z	click	product_option	rule	2025-05-02T03:41:04.051Z	train	752	2025-05-02T03:41:04.051Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:04.051Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 752, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:04.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:05.035Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:05.035Z	click	product_option	rule	2025-05-02T03:41:05.035Z	train	753	2025-05-02T03:41:05.035Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:05.035Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 753, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:05.035Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:06.287Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:06.287Z	click	product_option	rule	2025-05-02T03:41:06.287Z	train	754	2025-05-02T03:41:06.287Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:06.287Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 754, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:06.287Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:07.412Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:07.412Z	click	product_option	rule	2025-05-02T03:41:07.412Z	train	755	2025-05-02T03:41:07.412Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:07.412Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 755, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:07.412Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:08.689Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:08.689Z	click	product_option	rule	2025-05-02T03:41:08.689Z	train	756	2025-05-02T03:41:08.689Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:08.689Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 756, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:08.689Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:10.320Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:10.320Z	click	product_option	rule	2025-05-02T03:41:10.320Z	train	757	2025-05-02T03:41:10.320Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:10.320Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 757, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:10.320Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:14.755Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:14.755Z	click	product_option	rule	2025-05-02T03:41:14.755Z	train	758	2025-05-02T03:41:14.755Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:14.755Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 758, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:14.755Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:15.736Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:15.736Z	click	product_option	rule	2025-05-02T03:41:15.736Z	train	759	2025-05-02T03:41:15.736Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:15.736Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 759, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:15.736Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:16.806Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:16.806Z	click	product_option	rule	2025-05-02T03:41:16.806Z	train	760	2025-05-02T03:41:16.806Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:16.806Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 760, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:16.806Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:17.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:17.780Z	click	product_option	rule	2025-05-02T03:41:17.780Z	train	761	2025-05-02T03:41:17.780Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:17.780Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 761, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:17.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:18.939Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:18.939Z	click	product_option	rule	2025-05-02T03:41:18.939Z	train	762	2025-05-02T03:41:18.939Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:18.939Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 762, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:18.939Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:20.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:20.051Z	click	product_option	rule	2025-05-02T03:41:20.051Z	train	763	2025-05-02T03:41:20.051Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:20.051Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 763, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:20.051Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:21.472Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:21.472Z	click	product_option	rule	2025-05-02T03:41:21.472Z	train	764	2025-05-02T03:41:21.472Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:21.472Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 764, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:21.472Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:22.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:22.808Z	click	product_option	rule	2025-05-02T03:41:22.808Z	train	765	2025-05-02T03:41:22.808Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:22.808Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 765, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:22.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:27.301Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:27.301Z	click	product_option	rule	2025-05-02T03:41:27.301Z	train	766	2025-05-02T03:41:27.301Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:27.301Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 766, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:27.301Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:28.475Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:28.475Z	click	product_option	rule	2025-05-02T03:41:28.475Z	train	767	2025-05-02T03:41:28.475Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:28.475Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 767, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:28.475Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:29.619Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:29.619Z	click	product_option	rule	2025-05-02T03:41:29.619Z	train	768	2025-05-02T03:41:29.619Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:29.619Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 768, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:29.619Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:31.436Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:31.436Z	click	product_option	rule	2025-05-02T03:41:31.436Z	train	769	2025-05-02T03:41:31.436Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:31.436Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 769, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:31.436Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:32.604Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:32.604Z	click	product_option	rule	2025-05-02T03:41:32.604Z	train	770	2025-05-02T03:41:32.604Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:32.604Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 770, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:32.604Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:34.138Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:34.138Z	click	product_option	rule	2025-05-02T03:41:34.138Z	train	771	2025-05-02T03:41:34.138Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:34.138Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 771, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:34.138Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:35.286Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:35.286Z	click	product_option	rule	2025-05-02T03:41:35.286Z	train	772	2025-05-02T03:41:35.286Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:35.286Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 772, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:35.286Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:36.386Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:36.386Z	click	product_option	rule	2025-05-02T03:41:36.386Z	train	773	2025-05-02T03:41:36.386Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:36.386Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 773, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:36.386Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:37.468Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:37.468Z	click	product_option	rule	2025-05-02T03:41:37.468Z	train	774	2025-05-02T03:41:37.468Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:37.468Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 774, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:37.468Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:38.521Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:38.521Z	click	product_option	rule	2025-05-02T03:41:38.521Z	train	775	2025-05-02T03:41:38.521Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:38.521Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 775, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:38.521Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:39.587Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:39.587Z	click	product_option	rule	2025-05-02T03:41:39.587Z	train	776	2025-05-02T03:41:39.587Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:39.587Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 776, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:39.587Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:41.375Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:41.375Z	click	product_option	rule	2025-05-02T03:41:41.375Z	train	777	2025-05-02T03:41:41.375Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:41.375Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 777, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:41.375Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:42.867Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:42.867Z	click	product_option	rule	2025-05-02T03:41:42.867Z	train	778	2025-05-02T03:41:42.867Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:42.867Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 778, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:42.867Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:44.888Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:44.888Z	click	product_option	rule	2025-05-02T03:41:44.888Z	train	779	2025-05-02T03:41:44.888Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:44.888Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 779, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:44.888Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:46.122Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:46.122Z	click	product_option	rule	2025-05-02T03:41:46.122Z	train	780	2025-05-02T03:41:46.122Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:46.122Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 780, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:46.122Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:47.284Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:47.284Z	click	product_option	rule	2025-05-02T03:41:47.284Z	train	781	2025-05-02T03:41:47.284Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:47.284Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 781, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:47.284Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:48.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:41:48.337Z	click	product_option	rule	2025-05-02T03:41:48.337Z	train	782	2025-05-02T03:41:48.337Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:41:48.337Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 782, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:41:48.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:00.171Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:00.171Z	click	product_option	rule	2025-05-02T03:42:00.171Z	train	783	2025-05-02T03:42:00.171Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:00.171Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 783, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:00.171Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:01.686Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:01.686Z	click	product_option	rule	2025-05-02T03:42:01.686Z	train	784	2025-05-02T03:42:01.686Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:01.686Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 784, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:01.686Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:03.004Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:03.004Z	click	product_option	rule	2025-05-02T03:42:03.004Z	train	785	2025-05-02T03:42:03.004Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:03.004Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 785, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:03.004Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:05.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:05.419Z	click	product_option	rule	2025-05-02T03:42:05.419Z	train	786	2025-05-02T03:42:05.419Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:05.419Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 786, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:05.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:07.350Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:07.350Z	click	product_option	rule	2025-05-02T03:42:07.350Z	train	787	2025-05-02T03:42:07.350Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:07.350Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 787, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:07.350Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:12.186Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:12.186Z	click	product_option	rule	2025-05-02T03:42:12.186Z	train	788	2025-05-02T03:42:12.186Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:12.186Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 788, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:12.186Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:14.684Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:14.684Z	click	product_option	rule	2025-05-02T03:42:14.684Z	train	789	2025-05-02T03:42:14.684Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:14.684Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 789, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:14.684Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:18.322Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:18.322Z	click	product_option	rule	2025-05-02T03:42:18.322Z	train	790	2025-05-02T03:42:18.322Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:18.322Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 790, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:18.322Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:19.949Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:19.949Z	click	product_option	rule	2025-05-02T03:42:19.949Z	train	791	2025-05-02T03:42:19.949Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Rubber sole Shaft measures approximately Medium from arch" }, { "asin": "B09B93T6CM" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5", "asin": "B0CVF3FNVD", "price": "$68.75", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:19.949Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 791, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"\n},\n {\n \"asin\": \"B09B93T6CM\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n {\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Clipper Casual Sneakers for Men \| Slip On Shoes for Men \| Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n {\"title\": \"Vans Authentic Checkerboard Blue/White Men's Skate Shoes Size 11.5\", \"asin\": \"B0CVF3FNVD\", \"price\": \"$68.75\", \"quantity\": \"\"},\n {\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:19.949Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:24.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:24.585Z	click	product_option	rule	2025-05-02T03:42:24.585Z	train	792	2025-05-02T03:42:24.585Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:24.585Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 792, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:24.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:26.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:26.020Z	click	product_option	rule	2025-05-02T03:42:26.020Z	train	793	2025-05-02T03:42:26.020Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": 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{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": 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"2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:26.020Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 793, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:26.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:28.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:28.748Z	click	product_option	rule	2025-05-02T03:42:28.748Z	train	794	2025-05-02T03:42:28.748Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:28.748Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 794, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:28.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:29.954Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:29.954Z	click	product_option	rule	2025-05-02T03:42:29.954Z	train	795	2025-05-02T03:42:29.954Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:29.954Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 795, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:29.954Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:32.301Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:32.301Z	click	product_option	rule	2025-05-02T03:42:32.301Z	train	796	2025-05-02T03:42:32.301Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:32.301Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 796, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:32.301Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:35.170Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:35.170Z	click	product_option	rule	2025-05-02T03:42:35.170Z	train	797	2025-05-02T03:42:35.170Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White" }, { "asin": "B078W3J8RX" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "", "asin": "", "price": "$79.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:35.170Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 797, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:35.170Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:37.002Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:37.002Z	click	product_option	rule	2025-05-02T03:42:37.002Z	train	798	2025-05-02T03:42:37.002Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:37.002Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 798, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:37.002Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:38.220Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-02T03:42:38.220Z	click	product_option	rule	2025-05-02T03:42:38.220Z	train	799	2025-05-02T03:42:38.220Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"} {"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"} {"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"} {"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"} {"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"} {"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"} {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"} {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"} {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", 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"2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "title": "Vans Women's Ward Platform Suede Trainers" }, { "bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar" }, { "asin": "B0D6BYTC13" } ], "product_options": [ { "Size": "6" }, { "Color": "Canvas Citadel" } ], "promotion_items": [ {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-02T03:42:38.220Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 799, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"\n},\n {\n \"asin\": \"B0D6BYTC13\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n {\"title\": \"Lugz \| Lear Classic Casual Sneakers for Men \| Lace Up Mens Canvas Shoes \| Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n {\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:42:38.220Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }

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